{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "import os \n",
    "import cv2 \n",
    "from merge_image_core import Our_Image, aligning_img, aligning_img_ori, save_end\n",
    "import scanpy as sc "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fp = r\"D:\\study\\spatial-project\\img\\Large image 1_RGB_DiI.tif\"\n",
    "img_td = cv2.imread(fp,3)\n",
    "\n",
    "fp = r\"D:\\study\\spatial-project\\img\\Large image 1_RGB_FITC.tif\"\n",
    "img_gfp = cv2.imread(fp,3)\n",
    "\n",
    "fp = r\"D:\\study\\spatial-project\\img\\matrix8119200G.h5ad\"\n",
    "adata = sc.read_h5ad(fp)\n",
    "img_gene = adata.X.sum(1).reshape(5000,-1)\n",
    "img_gene.shape\n",
    "\n",
    "fp = r\"D:\\study\\spatial-project\\img\\merge_img_fluo.pkl\"\n",
    "myImg_gfp = pickle.load(open(fp, 'rb'))\n",
    "\n",
    "fp = r\"D:\\study\\spatial-project\\img\\merge_img_he.pkl\"\n",
    "myImg_td = pickle.load(open(fp, 'rb'))\n",
    "\n",
    "fp = r\"D:\\study\\spatial-project\\img\\merge_img_gene.pkl\"\n",
    "myImg_gene = pickle.load(open(fp, 'rb'))\n",
    "\n",
    "myImg_gfp.img_preserve = img_gfp\n",
    "myImg_gene.img_preserve = img_gene\n",
    "myImg_td.img_preserve = img_td"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22983 5000 SCALE 0.155\n",
      "798 4076 0 3278\n",
      "608 4353 0 3745\n",
      "22983 5000 SCALE 0.155\n",
      "792 4070 0 3278\n",
      "608 4353 0 3745\n",
      "****************************************************************************************************\n",
      "(22983, 19757, 3)\n",
      "&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&\n",
      "5146 26305 0 21159\n",
      "3920 28096 0 24176\n",
      "****************************************************************************************************\n",
      "-120.96774193548387 403.22580645161287\n",
      "(32258, 32258, 3) (21159, 24176, 3)\n",
      "&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&\n",
      "****************************************************************************************************\n",
      "(22983, 19757, 3)\n",
      "&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&\n",
      "5105 26264 0 21159\n",
      "3920 28096 0 24176\n",
      "****************************************************************************************************\n",
      "-120.96774193548616 443.5483870967696\n",
      "(32258, 32258, 3) (21159, 24176, 3)\n",
      "&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&\n",
      "(32258, 32258, 3)\n",
      "0.155\n",
      "(32258, 32258, 3)\n",
      "0.155\n"
     ]
    }
   ],
   "source": [
    "endFiles = save_end(myImg_gene, myImg_td, myImg_gfp, \"alignment.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22983 5000 SCALE 0.155\n",
      "792 4070 0 3278\n",
      "608 4353 0 3745\n"
     ]
    }
   ],
   "source": [
    "align_img = aligning_img(myImg_gene, myImg_gfp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16d85f07700>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.imshow(align_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure()\n",
    "plt.imshow(align_img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qt-tools",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
